{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SARIMA "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.graphics.tsaplots import plot_pacf\n",
    "from statsmodels.graphics.tsaplots import plot_acf\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "from statsmodels.tsa.holtwinters import ExponentialSmoothing\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm_notebook\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from itertools import product\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Johnson and Johnson Quaterly Earnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>data</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1960-01-01</td>\n",
       "      <td>0.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1960-04-01</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1960-07-02</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1960-10-01</td>\n",
       "      <td>0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1961-01-01</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  data\n",
       "0  1960-01-01  0.71\n",
       "1  1960-04-01  0.63\n",
       "2  1960-07-02  0.85\n",
       "3  1960-10-01  0.44\n",
       "4  1961-01-01  0.61"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('jj.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[15, 7.5]); # Set dimensions for figure\n",
    "plt.plot(data['date'], data['data'])\n",
    "plt.title('Quarterly EPS for Johnson & Johnson')\n",
    "plt.ylabel('EPS per share ($)')\n",
    "plt.xlabel('Date')\n",
    "plt.xticks(rotation=90)\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pacf(data['data']);\n",
    "plot_acf(data['data']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Statistic: 2.7420165734574744\n",
      "p-value: 1.0\n"
     ]
    }
   ],
   "source": [
    "# Augmented Dickey-Fuller test\n",
    "\n",
    "ad_fuller_result = adfuller(data['data'])\n",
    "print(f'ADF Statistic: {ad_fuller_result[0]}')\n",
    "print(f'p-value: {ad_fuller_result[1]}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take the log difference to make data stationary\n",
    "\n",
    "data['data'] = np.log(data['data'])\n",
    "data['data'] = data['data'].diff()\n",
    "data = data.drop(data.index[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[15, 7.5]); # Set dimensions for figure\n",
    "plt.plot(data['data'])\n",
    "plt.title(\"Log Difference of Quarterly EPS for Johnson & Johnson\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>data</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1961-04-02</td>\n",
       "      <td>0.242778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1961-07-02</td>\n",
       "      <td>-0.011834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1961-10-01</td>\n",
       "      <td>0.144006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1962-01-01</td>\n",
       "      <td>-0.057351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1962-04-02</td>\n",
       "      <td>-0.056093</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date      data\n",
       "0  1961-04-02  0.242778\n",
       "1  1961-07-02 -0.011834\n",
       "2  1961-10-01  0.144006\n",
       "3  1962-01-01 -0.057351\n",
       "4  1962-04-02 -0.056093"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Seasonal differencing\n",
    "\n",
    "data['data'] = data['data'].diff(4)\n",
    "data = data.drop([1, 2, 3, 4], axis=0).reset_index(drop=True)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[15, 7.5]); # Set dimensions for figure\n",
    "plt.plot(data['data'])\n",
    "plt.title(\"Log Difference of Quarterly EPS for Johnson & Johnson\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Statistic: -6.630805109914279\n",
      "p-value: 5.721578695135666e-09\n"
     ]
    }
   ],
   "source": [
    "# Augmented Dickey-Fuller test\n",
    "\n",
    "ad_fuller_result = adfuller(data['data'])\n",
    "print(f'ADF Statistic: {ad_fuller_result[0]}')\n",
    "print(f'p-value: {ad_fuller_result[1]}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pacf(data['data']);\n",
    "plot_acf(data['data']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def optimize_SARIMA(parameters_list, d, D, s, exog):\n",
    "    \"\"\"\n",
    "        Return dataframe with parameters, corresponding AIC and SSE\n",
    "        \n",
    "        parameters_list - list with (p, q, P, Q) tuples\n",
    "        d - integration order\n",
    "        D - seasonal integration order\n",
    "        s - length of season\n",
    "        exog - the exogenous variable\n",
    "    \"\"\"\n",
    "    \n",
    "    results = []\n",
    "    \n",
    "    for param in tqdm_notebook(parameters_list):\n",
    "        try: \n",
    "            model = SARIMAX(exog, order=(param[0], d, param[1]), seasonal_order=(param[2], D, param[3], s)).fit(disp=-1)\n",
    "        except:\n",
    "            continue\n",
    "            \n",
    "        aic = model.aic\n",
    "        results.append([param, aic])\n",
    "        \n",
    "    result_df = pd.DataFrame(results)\n",
    "    result_df.columns = ['(p,q)x(P,Q)', 'AIC']\n",
    "    #Sort in ascending order, lower AIC is better\n",
    "    result_df = result_df.sort_values(by='AIC', ascending=True).reset_index(drop=True)\n",
    "    \n",
    "    return result_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "256\n"
     ]
    }
   ],
   "source": [
    "p = range(0, 4, 1)\n",
    "d = 1\n",
    "q = range(0, 4, 1)\n",
    "P = range(0, 4, 1)\n",
    "D = 1\n",
    "Q = range(0, 4, 1)\n",
    "s = 4\n",
    "\n",
    "parameters = product(p, q, P, Q)\n",
    "parameters_list = list(parameters)\n",
    "print(len(parameters_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f8548589b5aa4b2ba4adc094ca8a6efc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=256), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>(p,q)x(P,Q)</th>\n",
       "      <th>AIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>(0, 2, 0, 2)</td>\n",
       "      <td>-114.464501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>(0, 2, 1, 2)</td>\n",
       "      <td>-114.248973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>(0, 2, 1, 3)</td>\n",
       "      <td>-113.521539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>(0, 2, 0, 3)</td>\n",
       "      <td>-113.080835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>(0, 2, 2, 2)</td>\n",
       "      <td>-113.066575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>250</td>\n",
       "      <td>(0, 0, 0, 1)</td>\n",
       "      <td>-23.122474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>251</td>\n",
       "      <td>(1, 0, 0, 0)</td>\n",
       "      <td>-19.068826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>252</td>\n",
       "      <td>(0, 0, 1, 0)</td>\n",
       "      <td>2.594264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>253</td>\n",
       "      <td>(0, 0, 0, 0)</td>\n",
       "      <td>25.090985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>254</td>\n",
       "      <td>(0, 1, 2, 0)</td>\n",
       "      <td>2001.060603</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>255 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      (p,q)x(P,Q)          AIC\n",
       "0    (0, 2, 0, 2)  -114.464501\n",
       "1    (0, 2, 1, 2)  -114.248973\n",
       "2    (0, 2, 1, 3)  -113.521539\n",
       "3    (0, 2, 0, 3)  -113.080835\n",
       "4    (0, 2, 2, 2)  -113.066575\n",
       "..            ...          ...\n",
       "250  (0, 0, 0, 1)   -23.122474\n",
       "251  (1, 0, 0, 0)   -19.068826\n",
       "252  (0, 0, 1, 0)     2.594264\n",
       "253  (0, 0, 0, 0)    25.090985\n",
       "254  (0, 1, 2, 0)  2001.060603\n",
       "\n",
       "[255 rows x 2 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_df = optimize_SARIMA(parameters_list, 1, 1, 4, data['data'])\n",
    "result_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 Statespace Model Results                                \n",
      "=========================================================================================\n",
      "Dep. Variable:                              data   No. Observations:                   79\n",
      "Model:             SARIMAX(0, 1, 2)x(0, 1, 2, 4)   Log Likelihood                  62.232\n",
      "Date:                           Tue, 28 Jul 2020   AIC                           -114.465\n",
      "Time:                                   16:03:27   BIC                           -102.944\n",
      "Sample:                                        0   HQIC                          -109.869\n",
      "                                            - 79                                         \n",
      "Covariance Type:                             opg                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ma.L1         -1.5904      0.212     -7.502      0.000      -2.006      -1.175\n",
      "ma.L2          0.5960      0.139      4.279      0.000       0.323       0.869\n",
      "ma.S.L4       -1.2676      0.144     -8.825      0.000      -1.549      -0.986\n",
      "ma.S.L8        0.4445      0.145      3.063      0.002       0.160       0.729\n",
      "sigma2         0.0087      0.002      3.989      0.000       0.004       0.013\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                       41.14   Jarque-Bera (JB):                 1.09\n",
      "Prob(Q):                              0.42   Prob(JB):                         0.58\n",
      "Heteroskedasticity (H):               0.61   Skew:                             0.27\n",
      "Prob(H) (two-sided):                  0.22   Kurtosis:                         3.27\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
     ]
    }
   ],
   "source": [
    "best_model = SARIMAX(data['data'], order=(0, 1, 2), seasonal_order=(0, 1, 2, 4)).fit(dis=-1)\n",
    "print(best_model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_model.plot_diagnostics(figsize=(15,12));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['arima_model'] = best_model.fittedvalues\n",
    "data['arima_model'][:4+1] = np.NaN\n",
    "\n",
    "forecast = best_model.predict(start=data.shape[0], end=data.shape[0] + 8)\n",
    "forecast = data['arima_model'].append(forecast)\n",
    "\n",
    "plt.figure(figsize=(15, 7.5))\n",
    "plt.plot(forecast, color='r', label='model')\n",
    "plt.axvspan(data.index[-1], forecast.index[-1], alpha=0.5, color='lightgrey')\n",
    "plt.plot(data['data'], label='actual')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exponential Smoothing (Holt-Winters) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(84, 2)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('jj.csv')\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "train, test = data.iloc[:75,:], data.iloc[75:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = ExponentialSmoothing(train['data'], seasonal='mul', seasonal_periods=4).fit()\n",
    "pred = model.predict(start=test.index[0], end=test.index[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7.5))\n",
    "plt.plot(train['date'], train['data'], label='Train')\n",
    "plt.plot(test['date'], test['data'], label='Test')\n",
    "plt.plot(pred.index, pred, label='Holt-Winters')\n",
    "plt.title('Quarterly EPS for Johnson & Johnson')\n",
    "plt.ylabel('EPS per share ($)')\n",
    "plt.xlabel('Date')\n",
    "plt.xticks(rotation=90)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
